Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	7905
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	217.1 B

Variable types

Numeric	11
Boolean	5
Categorical	3

Alerts

`is_male` is highly imbalanced (62.7%)	Imbalance
`Ascites` is highly imbalanced (72.2%)	Imbalance
`Edema` is highly imbalanced (65.7%)	Imbalance

Reproduction

Analysis started	2023-12-28 00:13:08.158108
Analysis finished	2023-12-28 00:13:21.772679
Duration	13.61 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

N_years
Real number (ℝ)

Distinct	461
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5621187

Minimum	0.11232877
Maximum	13.136986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	0.11232877
5-th percentile	0.91506849
Q1	3.369863
median	5.0164384
Q3	7.3671233
95-th percentile	11.306849
Maximum	13.136986
Range	13.024658
Interquartile range (IQR)	3.9972603

Descriptive statistics

Standard deviation	2.9979007
Coefficient of variation (CV)	0.53898539
Kurtosis	-0.49401726
Mean	5.5621187
Median Absolute Deviation (MAD)	1.9835616
Skewness	0.44865975
Sum	43968.548
Variance	8.9874084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.331506849	117	1.5%
3.928767123	105	1.3%
2.106849315	83	1.0%
9.438356164	73	0.9%
4.835616438	64	0.8%
4.890410959	64	0.8%
3.734246575	60	0.8%
2.476712329	59	0.7%
0.9150684932	58	0.7%
6.284931507	56	0.7%
Other values (451)	7166	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1123287671	13	0.2%
0.1397260274	16	0.2%
0.1945205479	14	0.2%
0.2082191781	1	< 0.1%
0.2109589041	21	0.3%
0.2136986301	1	< 0.1%
0.295890411	1	< 0.1%
0.301369863	25	0.3%
0.3315068493	1	< 0.1%
0.3397260274	1	< 0.1%

Value	Count	Frequency (%)
13.1369863	7	0.1%
12.48219178	51	0.6%
12.39178082	15	0.2%
12.35342466	41	0.5%
12.32876712	28	0.4%
12.23835616	14	0.2%
12.21643836	19	0.2%
12.2	22	0.3%
12.12876712	14	0.2%
12.03287671	1	< 0.1%

Age
Real number (ℝ)

Distinct	391
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.337388

Minimum	26.29589
Maximum	78.493151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	26.29589
5-th percentile	33.717808
Q1	42.668493
median	51.268493
Q3	56.668493
95-th percentile	67.457534
Maximum	78.493151
Range	52.19726
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.082079
Coefficient of variation (CV)	0.20029007
Kurtosis	-0.49738238
Mean	50.337388
Median Absolute Deviation (MAD)	7.1342466
Skewness	0.084091298
Sum	397917.05
Variance	101.64831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61.28493151	79	1.0%
61.3369863	71	0.9%
56.66849315	71	0.9%
52.21917808	70	0.9%
44.6	66	0.8%
56.05205479	65	0.8%
52.72876712	62	0.8%
38.79726027	62	0.8%
62.90410959	61	0.8%
63.92054795	61	0.8%
Other values (381)	7237	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26.29589041	18	0.2%
28.90410959	17	0.2%
29.57534247	7	0.1%
29.61643836	1	< 0.1%
30.02191781	1	< 0.1%
30.29589041	33	0.4%
30.59452055	10	0.1%
30.88493151	19	0.2%
31.04109589	1	< 0.1%
31.40273973	19	0.2%

Value	Count	Frequency (%)
78.49315068	36	0.5%
76.76164384	5	0.1%
75.0630137	22	0.3%
75.05205479	1	< 0.1%
74.62739726	1	< 0.1%
74.57534247	23	0.3%
72.82191781	8	0.1%
72.78630137	1	< 0.1%
71.94246575	13	0.2%
70.95616438	20	0.3%

is_male
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

False	7336
True	569

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7336	92.8%
True	569	7.2%

Ascites
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

False	7525
True	380

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7525	95.2%
True	380	4.8%

Hepatomegaly
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

True	4042
False	3863

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	4042	51.1%
False	3863	48.9%

Spiders
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

False	5966
True	1939

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5966	75.5%
True	1939	24.5%

Edema
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	447.9 KiB

N	7161
S	399
Y	345

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7905
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	Y
4th row	N
5th row	N

Common Values

Value	Count	Frequency (%)
N	7161	90.6%
S	399	5.0%
Y	345	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
n	7161	90.6%
s	399	5.0%
y	345	4.4%

Most occurring characters

Value	Count	Frequency (%)
N	7161	90.6%
S	399	5.0%
Y	345	4.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	7905	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	7161	90.6%
S	399	5.0%
Y	345	4.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7905	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	7161	90.6%
S	399	5.0%
Y	345	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7905	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	7161	90.6%
S	399	5.0%
Y	345	4.4%

Bilirubin
Real number (ℝ)

Distinct	111
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5944845

Minimum	0.3
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.5
Q1	0.7
median	1.1
Q3	3
95-th percentile	11
Maximum	28
Range	27.7
Interquartile range (IQR)	2.3

Descriptive statistics

Standard deviation	3.8129603
Coefficient of variation (CV)	1.4696408
Kurtosis	12.908824
Mean	2.5944845
Median Absolute Deviation (MAD)	0.5
Skewness	3.3396953
Sum	20509.4
Variance	14.538666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	847	10.7%
0.7	653	8.3%
0.8	613	7.8%
0.9	608	7.7%
0.5	552	7.0%
1.1	443	5.6%
1.3	368	4.7%
1	292	3.7%
0.4	180	2.3%
1.4	175	2.2%
Other values (101)	3174	40.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	52	0.7%
0.4	180	2.3%
0.5	552	7.0%
0.6	847	10.7%
0.7	653	8.3%
0.8	613	7.8%
0.9	608	7.7%
1	292	3.7%
1.1	443	5.6%
1.2	166	2.1%

Value	Count	Frequency (%)
28	13	0.2%
25.5	13	0.2%
24.5	16	0.2%
22.5	16	0.2%
21.9	1	< 0.1%
21.6	19	0.2%
21.4	1	< 0.1%
20	4	0.1%
18	4	0.1%
17.9	9	0.1%

Cholesterol
Real number (ℝ)

Distinct	226
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	350.56192

Minimum	120
Maximum	1775
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	120
5-th percentile	198
Q1	248
median	298
Q3	390
95-th percentile	646
Maximum	1775
Range	1655
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	195.37934
Coefficient of variation (CV)	0.5573319
Kurtosis	18.162327
Mean	350.56192
Median Absolute Deviation (MAD)	62
Skewness	3.6796575
Sum	2771192
Variance	38173.088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
448	152	1.9%
248	151	1.9%
263	143	1.8%
298	138	1.7%
232	131	1.7%
260	120	1.5%
257	117	1.5%
316	110	1.4%
236	109	1.4%
280	106	1.3%
Other values (216)	6628	83.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
120	10	0.1%
127	18	0.2%
132	36	0.5%
134	1	< 0.1%
149	7	0.1%
151	9	0.1%
168	9	0.1%
172	19	0.2%
174	20	0.3%
175	58	0.7%

Value	Count	Frequency (%)
1775	11	0.1%
1712	19	0.2%
1600	22	0.3%
1492	1	< 0.1%
1480	11	0.1%
1436	1	< 0.1%
1336	9	0.1%
1276	21	0.3%
1236	1	< 0.1%
1128	14	0.2%

Albumin
Real number (ℝ)

Distinct	160
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5483226

Minimum	1.96
Maximum	4.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	1.96
5-th percentile	2.97
Q1	3.35
median	3.58
Q3	3.77
95-th percentile	4.08
Maximum	4.64
Range	2.68
Interquartile range (IQR)	0.42

Descriptive statistics

Standard deviation	0.34617081
Coefficient of variation (CV)	0.097559002
Kurtosis	1.3396217
Mean	3.5483226
Median Absolute Deviation (MAD)	0.21
Skewness	-0.5611495
Sum	28049.49
Variance	0.11983423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.35	370	4.7%
3.6	368	4.7%
3.7	326	4.1%
3.85	255	3.2%
3.5	223	2.8%
3.77	217	2.7%
3.26	195	2.5%
3.65	183	2.3%
3.61	166	2.1%
3.2	161	2.0%
Other values (150)	5441	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.96	4	0.1%
2.1	4	0.1%
2.23	3	< 0.1%
2.27	4	0.1%
2.31	4	0.1%
2.33	16	0.2%
2.35	1	< 0.1%
2.43	50	0.6%
2.52	1	< 0.1%
2.53	9	0.1%

Value	Count	Frequency (%)
4.64	20	0.3%
4.52	5	0.1%
4.4	14	0.2%
4.38	24	0.3%
4.34	1	< 0.1%
4.31	1	< 0.1%
4.3	42	0.5%
4.26	1	< 0.1%
4.24	12	0.2%
4.23	19	0.2%

Copper
Real number (ℝ)

Distinct	171
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.902846

Minimum	4
Maximum	588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	4
5-th percentile	14
Q1	39
median	63
Q3	102
95-th percentile	231
Maximum	588
Range	584
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	75.899266
Coefficient of variation (CV)	0.90460895
Kurtosis	10.21299
Mean	83.902846
Median Absolute Deviation (MAD)	26
Skewness	2.7017358
Sum	663252
Variance	5760.6986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	311	3.9%
52	303	3.8%
39	216	2.7%
58	207	2.6%
75	188	2.4%
41	179	2.3%
13	172	2.2%
20	169	2.1%
44	154	1.9%
38	151	1.9%
Other values (161)	5855	74.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	12	0.2%
5	2	< 0.1%
9	53	0.7%
10	25	0.3%
11	60	0.8%
12	36	0.5%
13	172	2.2%
14	42	0.5%
15	11	0.1%
16	7	0.1%

Value	Count	Frequency (%)
588	19	0.2%
558	7	0.1%
464	26	0.3%
456	1	< 0.1%
444	21	0.3%
412	13	0.2%
380	43	0.5%
358	21	0.3%
308	4	0.1%
290	20	0.3%

Alk_Phos
Real number (ℝ)

Distinct	364
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1816.7452

Minimum	289
Maximum	13862.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	289
5-th percentile	614
Q1	834
median	1181
Q3	1857
95-th percentile	6064.8
Maximum	13862.4
Range	13573.4
Interquartile range (IQR)	1023

Descriptive statistics

Standard deviation	1903.7507
Coefficient of variation (CV)	1.0478908
Kurtosis	11.59975
Mean	1816.7452
Median Absolute Deviation (MAD)	460
Skewness	3.1955577
Sum	14361371
Variance	3624266.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
663	117	1.5%
1345	81	1.0%
7277	79	1.0%
944	78	1.0%
794	76	1.0%
645	76	1.0%
1636	76	1.0%
1052	75	0.9%
2276	63	0.8%
674	63	0.8%
Other values (354)	7121	90.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
289	32	0.4%
310	10	0.1%
369	21	0.3%
377	17	0.2%
414	8	0.1%
423	31	0.4%
453	26	0.3%
466	16	0.2%
516	12	0.2%
554	31	0.4%

Value	Count	Frequency (%)
13862.4	15	0.2%
13486.2	1	< 0.1%
12258.8	26	0.3%
11552	11	0.1%
11320.2	15	0.2%
11046.6	12	0.2%
10795.4	1	< 0.1%
10396.8	22	0.3%
10165	11	0.1%
9933.2	3	< 0.1%

SGOT
Real number (ℝ)

Distinct	206
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.6046

Minimum	26.35
Maximum	457.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	26.35
5-th percentile	54.25
Q1	75.95
median	108.5
Q3	137.95
95-th percentile	198.4
Maximum	457.25
Range	430.9
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	48.790945
Coefficient of variation (CV)	0.42573286
Kurtosis	5.8167874
Mean	114.6046
Median Absolute Deviation (MAD)	31
Skewness	1.5348057
Sum	905949.38
Variance	2380.5563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.3	256	3.2%
57.35	247	3.1%
137.95	206	2.6%
120.9	198	2.5%
97.65	189	2.4%
170.5	184	2.3%
93	178	2.3%
128.65	170	2.2%
66.65	138	1.7%
106.95	137	1.7%
Other values (196)	6002	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26.35	8	0.1%
28.38	12	0.2%
40.6	1	< 0.1%
41.85	16	0.2%
43.4	40	0.5%
45	14	0.2%
46.5	6	0.1%
49.6	52	0.7%
51.15	57	0.7%
52	15	0.2%

Value	Count	Frequency (%)
457.25	17	0.2%
338	9	0.1%
328.6	15	0.2%
299.15	6	0.1%
288	9	0.1%
280.55	15	0.2%
272.8	9	0.1%
260.15	1	< 0.1%
253	1	< 0.1%
246.45	13	0.2%

Tryglicerides
Real number (ℝ)

Distinct	154
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.34016

Minimum	33
Maximum	598
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	33
5-th percentile	56
Q1	84
median	104
Q3	139
95-th percentile	210
Maximum	598
Range	565
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	52.530402
Coefficient of variation (CV)	0.45543894
Kurtosis	15.048118
Mean	115.34016
Median Absolute Deviation (MAD)	27
Skewness	2.6339208
Sum	911764
Variance	2759.4431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	262	3.3%
85	223	2.8%
91	218	2.8%
118	211	2.7%
68	188	2.4%
56	187	2.4%
146	181	2.3%
108	175	2.2%
55	171	2.2%
133	170	2.2%
Other values (144)	5919	74.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	13	0.2%
44	37	0.5%
46	12	0.2%
49	13	0.2%
50	19	0.2%
52	24	0.3%
53	15	0.2%
55	171	2.2%
56	187	2.4%
57	10	0.1%

Value	Count	Frequency (%)
598	13	0.2%
432	16	0.2%
393	1	< 0.1%
382	4	0.1%
322	5	0.1%
319	15	0.2%
318	18	0.2%
309	20	0.3%
283	1	< 0.1%
280	20	0.3%

Platelets
Real number (ℝ)

Distinct	227
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	265.22897

Minimum	62
Maximum	563
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	62
5-th percentile	128
Q1	211
median	265
Q3	316
95-th percentile	430
Maximum	563
Range	501
Interquartile range (IQR)	105

Descriptive statistics

Standard deviation	87.465579
Coefficient of variation (CV)	0.32977385
Kurtosis	0.33057783
Mean	265.22897
Median Absolute Deviation (MAD)	53
Skewness	0.42004793
Sum	2096635
Variance	7650.2274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
344	233	2.9%
228	159	2.0%
268	158	2.0%
295	154	1.9%
336	147	1.9%
251	144	1.8%
265	138	1.7%
269	136	1.7%
213	136	1.7%
309	132	1.7%
Other values (217)	6368	80.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
62	11	0.1%
65	1	< 0.1%
70	10	0.1%
71	15	0.2%
76	1	< 0.1%
79	18	0.2%
80	25	0.3%
81	11	0.1%
88	3	< 0.1%
95	38	0.5%

Value	Count	Frequency (%)
563	36	0.5%
539	5	0.1%
518	14	0.2%
515	2	< 0.1%
514	13	0.2%
493	17	0.2%
487	10	0.1%
474	17	0.2%
471	24	0.3%
467	40	0.5%

Prothrombin
Real number (ℝ)

Distinct	49
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.629462

Minimum	9
Maximum	18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.9 KiB

Quantile statistics

Minimum	9
5-th percentile	9.6
Q1	10
median	10.6
Q3	11
95-th percentile	12
Maximum	18
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.78173483
Coefficient of variation (CV)	0.073544155
Kurtosis	4.288955
Mean	10.629462
Median Absolute Deviation (MAD)	0.5
Skewness	1.292436
Sum	84025.9
Variance	0.61110934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
10.6	1070	13.5%
11	842	10.7%
10	638	8.1%
9.9	517	6.5%
9.8	440	5.6%
10.1	390	4.9%
10.9	339	4.3%
11.5	295	3.7%
9.6	288	3.6%
10.2	283	3.6%
Other values (39)	2803	35.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	8	0.1%
9.1	9	0.1%
9.2	5	0.1%
9.3	8	0.1%
9.4	17	0.2%
9.5	137	1.7%
9.6	288	3.6%
9.7	199	2.5%
9.8	440	5.6%
9.9	517	6.5%

Value	Count	Frequency (%)
18	1	< 0.1%
17.1	2	< 0.1%
15.2	12	0.2%
14.1	4	0.1%
13.6	9	0.1%
13.4	1	< 0.1%
13.3	6	0.1%
13.2	32	0.4%
13.1	1	< 0.1%
13	45	0.6%

Stage
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	463.3 KiB

3.0	3153
4.0	2703
2.0	1652
1.0	397

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	23715
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	4.0
4th row	3.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
3.0	3153	39.9%
4.0	2703	34.2%
2.0	1652	20.9%
1.0	397	5.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	3153	39.9%
4.0	2703	34.2%
2.0	1652	20.9%
1.0	397	5.0%

Most occurring characters

Value	Count	Frequency (%)
.	7905	33.3%
0	7905	33.3%
3	3153	13.3%
4	2703	11.4%
2	1652	7.0%
1	397	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	15810	66.7%
Other Punctuation	7905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7905	50.0%
3	3153	19.9%
4	2703	17.1%
2	1652	10.4%
1	397	2.5%

Other Punctuation

Value	Count	Frequency (%)
.	7905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	7905	33.3%
0	7905	33.3%
3	3153	13.3%
4	2703	11.4%
2	1652	7.0%
1	397	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	7905	33.3%
0	7905	33.3%
3	3153	13.3%
4	2703	11.4%
2	1652	7.0%
1	397	1.7%

Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	448.1 KiB

C	4965
D	2665
CL	275

Length

Max length	2
Median length	1
Mean length	1.0347881
Min length	1

Characters and Unicode

Total characters	8180
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	D
2nd row	C
3rd row	D
4th row	C
5th row	C

Common Values

Value	Count	Frequency (%)
C	4965	62.8%
D	2665	33.7%
CL	275	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
c	4965	62.8%
d	2665	33.7%
cl	275	3.5%

Most occurring characters

Value	Count	Frequency (%)
C	5240	64.1%
D	2665	32.6%
L	275	3.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	8180	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	5240	64.1%
D	2665	32.6%
L	275	3.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8180	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	5240	64.1%
D	2665	32.6%
L	275	3.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8180	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	5240	64.1%
D	2665	32.6%
L	275	3.4%

took_drug
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

False	4010
True	3895

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4010	50.7%
True	3895	49.3%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	N_years	Age	is_male	Ascites	Hepatomegaly	Spiders	Edema	Bilirubin	Cholesterol	Albumin	Copper	Alk_Phos	SGOT	Tryglicerides	Platelets	Prothrombin	Stage	Status	took_drug
0	2.736986	58.991781	True	False	False	False	N	2.3	316.0	3.35	172.0	1601.0	179.80	63.0	394.0	9.7	3.0	D	True
1	7.052055	52.704110	False	False	False	False	N	0.9	364.0	3.54	63.0	1440.0	134.85	88.0	361.0	11.0	3.0	C	False
2	9.391781	37.608219	False	False	True	True	Y	3.3	299.0	3.55	131.0	1029.0	119.35	50.0	199.0	11.7	4.0	D	False
3	7.057534	50.575342	False	False	False	False	N	0.6	256.0	3.50	58.0	1653.0	71.30	96.0	269.0	10.7	3.0	C	False
4	2.158904	45.638356	False	False	True	False	N	1.1	346.0	3.65	63.0	1181.0	125.55	96.0	298.0	10.6	4.0	C	False
5	1.926027	52.794521	False	False	True	False	N	0.6	227.0	3.46	34.0	6456.2	60.63	68.0	213.0	11.5	3.0	D	True
6	3.561644	48.501370	False	False	False	False	N	1.0	328.0	3.35	43.0	1677.0	137.95	90.0	291.0	9.8	3.0	C	False
7	4.424658	58.304110	False	False	True	False	N	0.6	273.0	3.94	36.0	598.0	52.70	214.0	227.0	9.9	3.0	C	False
8	5.616438	56.668493	False	False	False	False	N	0.7	360.0	3.65	72.0	3196.0	94.55	154.0	269.0	9.8	2.0	C	True
9	7.164384	41.120548	False	False	False	False	N	0.9	478.0	3.60	39.0	1758.0	171.00	140.0	234.0	10.6	2.0	C	True

	N_years	Age	is_male	Ascites	Hepatomegaly	Spiders	Edema	Bilirubin	Cholesterol	Albumin	Copper	Alk_Phos	SGOT	Tryglicerides	Platelets	Prothrombin	Stage	Status	took_drug
7895	3.926027	38.797260	False	False	False	False	N	0.5	291.0	4.24	37.0	1065.0	85.25	195.0	201.0	10.6	2.0	C	False
7896	3.482192	37.824658	False	False	False	False	N	0.6	328.0	3.95	31.0	663.0	52.70	166.0	344.0	10.4	3.0	C	False
7897	3.986301	46.295890	False	False	False	True	N	3.4	279.0	3.53	143.0	671.0	113.15	72.0	151.0	9.8	3.0	C	False
7898	0.210959	54.476712	False	True	True	False	Y	5.1	178.0	2.75	464.0	1020.0	120.90	118.0	80.0	12.3	4.0	D	False
7899	3.871233	67.457534	False	False	False	False	N	1.3	262.0	3.73	65.0	2045.0	89.90	78.0	181.0	11.0	3.0	D	False
7900	3.194521	46.134247	False	False	False	False	N	0.8	309.0	3.56	38.0	1629.0	79.05	224.0	344.0	9.9	2.0	C	True
7901	4.087671	46.660274	False	False	True	False	N	0.9	260.0	3.43	62.0	1440.0	142.00	78.0	277.0	10.0	4.0	C	False
7902	4.317808	70.884932	False	False	False	True	S	2.0	225.0	3.19	51.0	933.0	69.75	62.0	200.0	12.7	2.0	D	True
7903	9.819178	62.904110	True	False	True	False	N	0.7	248.0	2.75	32.0	1003.0	57.35	118.0	221.0	10.6	4.0	D	True
7904	5.419178	52.704110	False	False	False	False	N	0.7	256.0	3.23	22.0	645.0	74.40	85.0	336.0	10.3	3.0	C	True

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample